| Paper Abstract and Keywords |
| Presentation |
2023-03-01 11:20
An Investigation of Text-to-Speech Synthesis Using Voice Conversion and x-vector Embedding Sympathizing Emotion of Input Audio for Spoken Dialogue Systems Shunichi Kohara, Masanobu Abe, Sunao Hara (Okayama Univ.) EA2022-109 SIP2022-153 SP2022-73 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we propose a Text-to-Speech synthesis method to synthesize the same emotional expression as the input speech using voice convercion and x-vector embedding. In Spoken Dialogue Systems, nonverbal information in speech is important, and lack of the nonverbal information in speech reposes make the systems boring. To avoid the problem, we investigated a method that synthesize response speech with the same emotions extracted from input user’s speech. This is well known as sympathizing that is observed in conversations among human beings. First, the proposed method converted the user’s input speech to the TTS model speaker of spoken dialogue systems, and then it synthesizes an emotional speech with x-vector, embedding vectors. In evaluation experiments, we evaluated the emotional expression and naturalness of the synthesized speech. The experiment results showed that emotions can be controled by x-vector extracted from converted speech to the speaker of TTS model, and that the naturalness of the synthesized speech is not impaired even with x-vector of converted speech. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
TTS / emotional speech / voice convercion / x-vectors / spoken dialogue systems / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 122, no. 389, SP2022-73, pp. 203-208, Feb. 2023. |
| Paper # |
SP2022-73 |
| Date of Issue |
2023-02-21 (EA, SIP, SP) |
| ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
| Download PDF |
EA2022-109 SIP2022-153 SP2022-73 |
| Conference Information |
| Committee |
SP IPSJ-SLP EA SIP |
| Conference Date |
2023-02-28 - 2023-03-01 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
|
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
|
| Paper Information |
| Registration To |
SP |
| Conference Code |
2023-02-SP-SLP-EA-SIP |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
An Investigation of Text-to-Speech Synthesis Using Voice Conversion and x-vector Embedding Sympathizing Emotion of Input Audio for Spoken Dialogue Systems |
| Sub Title (in English) |
|
| Keyword(1) |
TTS |
| Keyword(2) |
emotional speech |
| Keyword(3) |
voice convercion |
| Keyword(4) |
x-vectors |
| Keyword(5) |
spoken dialogue systems |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Shunichi Kohara |
| 1st Author's Affiliation |
Okayama University (Okayama Univ.) |
| 2nd Author's Name |
Masanobu Abe |
| 2nd Author's Affiliation |
Okayama University (Okayama Univ.) |
| 3rd Author's Name |
Sunao Hara |
| 3rd Author's Affiliation |
Okayama University (Okayama Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2023-03-01 11:20:00 |
| Presentation Time |
20 minutes |
| Registration for |
SP |
| Paper # |
EA2022-109, SIP2022-153, SP2022-73 |
| Volume (vol) |
vol.122 |
| Number (no) |
no.387(EA), no.388(SIP), no.389(SP) |
| Page |
pp.203-208 |
| #Pages |
6 |
| Date of Issue |
2023-02-21 (EA, SIP, SP) |